宋英强｜山东理工大学｜学者主页

2026

Enhancing Soil Salinity Mapping in Cropland by Integrating Agronomic Features With Remote Sensing

Cai-Yun Wen, Miao Lu, Yingqiang Song, Ming-Li Li, Yun Shi, Wen-Bin Wu

IEEE Transactions on Geoscience and Remote Sensing

DOI

2026

An interpretable stacked framework for spatial prediction of available heavy metal variability in coastal delta soils of China

Yinxue Pan, Bingjie Han, Weihao Yang, Miao Lu, Yingqiang Song

International Journal of Applied Earth Observation and Geoinformation

DOI

2026

Spatial mapping of soil profile pH in coastal saline-alkali farmland: A novel approach integrating stacking ensemble model with spatial interpretability analyses

Yujing Lei, Jun-Tong Kong, Xuejing Li, Bingjie Han, Miao Lu, Yingqiang Song

Environmental Technology & Innovation

DOI

2026

Coupled Dynamics of Land-Use Change and Landscape-Pattern Responses Under Multiple Scenarios in the Yangtze and Yellow River Basins

Qianlong Rao, Jia-Kai Li, Meng Zhang, Xin-Qi Liang, Xunyue Liu, Miao Lu, Yingqiang Song

ISPRS Int. J. Geo Inf.

DOI

2026

An Integrated Multi‐Source Factor Screening Strategy for Unraveling Response Mechanisms of Organic Matter Variability in the Coastal Saline Soil of China

Bing Han, Xin Li, Yujing Lei, Jiazhen Li, Miao Lu, Yingqiang Song

Land Degradation & Development

DOI

2025

Evaluation of Spatial Variability of Soil Nutrients in Saline-Alkali Farmland Using Automatic Machine Learning Model and Hyperspectral Data

Meiyan Xiang, Qianlong Rao, Xiaohang Yang, Xiaoqian Wu, Dexi Zhan, Jin Zhang, Miao Lu, Yingqiang Song

ISPRS Int. J. Geo Inf.

DOI

2025

Spatial variability of soil salinity in coastal saline-alkali farmlands: A novel approach integrating a stacked model with the reconstructed in-situ hyperspectral feature

Dexi Zhan, Yunting Liu, Weihao Yang, Miao Lu, Yingqiang Song

Computers and Electronics in Agriculture

DOI

2025

Spatial variability of soil geochemical elements using a novel ecological factor-incorporated interpretable machine learning model in China's coastal saline-alkali farmlands.

Jiazheng Li, Yunting Liu, Xiaohang Yang, Miao Lu, Yingqiang Song

Marine Pollution Bulletin

DOI

2025

High-performance prediction of soil organic carbon using automatic hyperparameter optimization method in the yellow river delta of China

Yingqiang Song, Feng Wang, Weihao Yang, Ruilin Liang, Dexi Zhan, Meiyan Xiang, Xiaohang Yang, Rui Xu, Miao Lu

Computers and Electronics in Agriculture

DOI

2024

融合作物类型的土壤盐分遥感反演方法研究

张胜男，陆苗，温彩运，宋英强，康璐，沈军辉，杨民志

《测绘通报》

2024

A WebGIS-Based System for Supporting Saline-Alkali Soil Ecological Monitoring: A Case Study in Yellow River Delta, China

Yingqiang Song, Yinxue Pan, Meiyan Xiang, Weihao Yang, Dexi Zhan, Xingrui Wang, Miao Lu

Remote Sensing

DOI

2024

Spatial Mapping of Soil CO2 Flux in the Yellow River Delta Farmland of China Using Multi-Source Optical Remote Sensing Data

Wenqing Yu, Shuo Chen, Weihao Yang, Yingqiang Song, Miao Lu

Agriculture

DOI

2024

Spatial Prediction of Soil Water Content by Bayesian Optimization–Deep Forest Model with Landscape Index and Soil Texture Data

Weihao Yang, Ruofan Zhen, F. Meng, Xiaohang Yang, Miao Lu, Yingqiang Song

Agronomy

DOI

2024

Assessing the impact of multi-source environmental variables on soil organic carbon in different land use types of China using an interpretable high-precision machine learning method

Feng Wang, Ruilin Liang, S. Li, Meiyan Xiang, Weihao Yang, Miao Lu, Yingqiang Song

Ecological Indicators

DOI

2024

Effects of heavy metals and environmental variables on soil microbial communities in different land-use types of Yellow River Delta (YRD), China

Zhuding Chu, Yingqiang Song, Yanqiang Li, Lishan Shu, Sheng Li, Zhongkang Yang

Environmental Earth Sciences

DOI

2024

Spatial distribution, enrichment and potential sources of seldom monitored trace elements in soils of Yellow River Delta, China

Yingqiang Song, Yanqiang Li, Zhongkang Yang

Water Air & Soil Pollution

DOI

2024

Vertical distributions and potential contamination assessment of seldom monitored trace elements in three different land use types of Yellow River Delta

Yingqiang Song, Zhongkang Yang

Marine Pollution Bulletin

DOI

2023

The Role of High Nature Value Farmland for Landscape and Soil Pollution Assessment in a Coastal Delta in China Based on High-Resolution Indicators

Yingqiang Song, Zeao Zhang, Yan Li, Runyan Zou, Lu Wang, Hao Yang, Yueming Hu

Sustainability，Vol. 15, No. 8

DOI

2023

Tree-Structured Parzan Estimator-Machine Learning-Ordinary Kriging: An Integration Method for Soil Ammonia Spatial Prediction in the Typical Cropland of Chinese Yellow River Delta with Sentinel-2 Remote Sensing Image and Air Quality Data

Yingqiang Song, Mingzhu Ye, Zhao-Yan Zheng, Dexi Zhan, Wenxu Duan, Miao Lu, Zhen-Qi Song, Dengkuo Sun, Kaizhong Yao, Ziqi Ding

Remote Sensing

DOI

2023

HPO-empowered machine learning with multiple environment variables enables spatial prediction of soil heavy metals in coastal delta farmland of China

Yingqiang Song, Dexi Zhan, Zhen-Xin He, Wen-Hui Li, Wenxu Duan, Zhong-Kang Yang, Miao Lu

Computers and Electronics in Agriculture

DOI

2023

Spatial Prediction and Mapping of Soil Water Content by TPE-GBDT Model in Chinese Coastal Delta Farmland with Sentinel-2 Remote Sensing Data

Dexi Zhan, Yongqi Mu, Wenxu Duan, Mingzhu Ye, Yingqiang Song, Zhenqi Song, Kaizhong Yao, Dengkuo Sun, Ziqi Ding

Agriculture

DOI

2023

Response of surface soil microbial communities to heavy metals and soil properties for five different land-use types of Yellow River Delta

Zhongkang Yang, Honglei Sui, Tianjiao Zhang, Yaxuan Wang, Yingqiang Song

Environmental Earth Sciences

DOI

2023

Source Apportionment of Soil Heavy Metal(Loid)s in Farmland Using Diverse Models: A Comparative Assessment in the Yellow River Delta

Wei Huang, Shuhuan Wang, Lu Wang, Yingqiang Song, Yue Zhu, Hao Yang, Yingkai Xie, Yueming Hu

Journal of Marine Science and Engineering

DOI

2022

Using multispectral variables to estimate heavy metals content in agricultural soils: A case of suburban area in Tianjin, China

Yingqiang Song, Na Sun, Li Zhang, Lu Wang, Huiyue Su, Zhikui Chen, Huan Yu, Bo Li

Geoderma Regional

DOI

2022

Identification and Mapping of High Nature Value Farmland in the Yellow River Delta Using Landsat-8 Multispectral Data

Cailin Li, Fan Lin, Aziguli Aizezi, Zeao Zhang, Yingqiang Song, Na Sun

ISPRS International Journal of Geo-Information

DOI

2022

Spatial distribution, sources and risk assessment of potentially toxic elements contamination in surface soils of Yellow River Delta, China

Zhongkang Yang, Honglei Sui, Yingqiang Song, Yanqiang Li, Huijuan Shao, Jun Wang

Marine Pollution Bulletin

DOI

2020

An Uncertainty Assessment of Human Health Risk for Toxic Trace Elements Using a Sequential Indicator Simulation in Farmland Soils

Hao Yang, Yingqiang Song, A-Xing Zhu, Yueming Hu, Bo Li

Sustainability，Vol. 120, No. 90

DOI

2019

区域尺度农田土壤重金属风险评价及空间预测

宋英强

《华南农业大学》

2017

西安市蔬菜种植区土壤属性的空间变异与肥力适宜性

王晶，杨联安，杨煜岑，冯武焕，于世锋，宋英强，张彬，李新尧

《水土保持通报》

2017

基于多源辅助变量和极限学习机的蔬菜地土壤有机质预测研究

宋英强，杨联安，冯武焕，于世锋，许婧婷，王晶，杨煜岑，任丽

《土壤通报》

2015

基于多元成土因素的土壤有机质空间分布分析

黄安，杨联安，杜挺，张彬，宋英强，王安乐，秦进

《干旱区地理》

2015

我国油茶种植环境适宜性评价初步研究

宋英强，杨粉莉，杨博，杨联安，张林森，于世锋

《山东农业大学学报(自然科学版)》

宋英强

精选作品

期刊论文

Enhancing Soil Salinity Mapping in Cropland by Integrating Agronomic Features With Remote Sensing

An interpretable stacked framework for spatial prediction of available heavy metal variability in coastal delta soils of China

Spatial mapping of soil profile pH in coastal saline-alkali farmland: A novel approach integrating stacking ensemble model with spatial interpretability analyses

Coupled Dynamics of Land-Use Change and Landscape-Pattern Responses Under Multiple Scenarios in the Yangtze and Yellow River Basins

An Integrated Multi‐Source Factor Screening Strategy for Unraveling Response Mechanisms of Organic Matter Variability in the Coastal Saline Soil of China

Evaluation of Spatial Variability of Soil Nutrients in Saline-Alkali Farmland Using Automatic Machine Learning Model and Hyperspectral Data

Spatial variability of soil salinity in coastal saline-alkali farmlands: A novel approach integrating a stacked model with the reconstructed in-situ hyperspectral feature

Spatial variability of soil geochemical elements using a novel ecological factor-incorporated interpretable machine learning model in China's coastal saline-alkali farmlands.

High-performance prediction of soil organic carbon using automatic hyperparameter optimization method in the yellow river delta of China

融合作物类型的土壤盐分遥感反演方法研究

A WebGIS-Based System for Supporting Saline-Alkali Soil Ecological Monitoring: A Case Study in Yellow River Delta, China

Spatial Mapping of Soil CO2 Flux in the Yellow River Delta Farmland of China Using Multi-Source Optical Remote Sensing Data

Spatial Prediction of Soil Water Content by Bayesian Optimization–Deep Forest Model with Landscape Index and Soil Texture Data

Assessing the impact of multi-source environmental variables on soil organic carbon in different land use types of China using an interpretable high-precision machine learning method

Effects of heavy metals and environmental variables on soil microbial communities in different land-use types of Yellow River Delta (YRD), China

Spatial distribution, enrichment and potential sources of seldom monitored trace elements in soils of Yellow River Delta, China

Vertical distributions and potential contamination assessment of seldom monitored trace elements in three different land use types of Yellow River Delta

The Role of High Nature Value Farmland for Landscape and Soil Pollution Assessment in a Coastal Delta in China Based on High-Resolution Indicators

Tree-Structured Parzan Estimator-Machine Learning-Ordinary Kriging: An Integration Method for Soil Ammonia Spatial Prediction in the Typical Cropland of Chinese Yellow River Delta with Sentinel-2 Remote Sensing Image and Air Quality Data

HPO-empowered machine learning with multiple environment variables enables spatial prediction of soil heavy metals in coastal delta farmland of China

Spatial Prediction and Mapping of Soil Water Content by TPE-GBDT Model in Chinese Coastal Delta Farmland with Sentinel-2 Remote Sensing Data

Response of surface soil microbial communities to heavy metals and soil properties for five different land-use types of Yellow River Delta

Source Apportionment of Soil Heavy Metal(Loid)s in Farmland Using Diverse Models: A Comparative Assessment in the Yellow River Delta

Using multispectral variables to estimate heavy metals content in agricultural soils: A case of suburban area in Tianjin, China

Identification and Mapping of High Nature Value Farmland in the Yellow River Delta Using Landsat-8 Multispectral Data

Spatial distribution, sources and risk assessment of potentially toxic elements contamination in surface soils of Yellow River Delta, China

An Uncertainty Assessment of Human Health Risk for Toxic Trace Elements Using a Sequential Indicator Simulation in Farmland Soils

区域尺度农田土壤重金属风险评价及空间预测

西安市蔬菜种植区土壤属性的空间变异与肥力适宜性

基于多源辅助变量和极限学习机的蔬菜地土壤有机质预测研究

基于多元成土因素的土壤有机质空间分布分析

我国油茶种植环境适宜性评价初步研究

研究方向